Share your thoughts, 1 month free Claude Pro on usSee more
WorkDL logo mark

DD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Graph ClassificationDD
Accuracy88.1
300
Graph ClassificationDD D0 → D1 (target)
Accuracy55.7
60
Graph ClassificationDD D3 → D2 (target)
Accuracy86.7
45
Graph ClassificationDD D3 → D1 (target)
Accuracy87.4
45
Graph ClassificationDD D3 → D0 (target)
Accuracy64.3
45
Graph ClassificationDD D2 → D3 (target)
Accuracy88
45
Graph ClassificationDD D2 → D1 (target)
Accuracy70.1
45
Graph ClassificationDD D2 → D0 (target)
Accuracy79.5
45
Graph ClassificationDD D1 → D3 (target)
Accuracy0.873
45
Graph ClassificationDD D1 → D2 (target)
Accuracy0.814
45
Graph ClassificationDD D1 → D0 (target)
Accuracy81.7
45
Graph ClassificationDD D0 → D3 (target)
Accuracy0.869
45
Graph ClassificationDD D0 → D2 (target)
Accuracy77.5
45
Graph ClassificationDD (test)
Accuracy86.54
44
Semi-supervised graph classificationDD (10-fold cross-validation)
Accuracy81.8
21
Graph ClassificationDD TUDataset
Accuracy95.9
20
Graph ClassificationDD TUDataset (10-fold cross val)
Accuracy82
19
MCESDD (20% test)
MSE0.097
18
Graph ClassificationDD size shift (test)
MCC0.33
17
Graph-level classificationDD
MCC0.652
16
Backdoor AttackDD
ASR62
15
Graph ClassificationDD D3→D2 node density shift (test)
Accuracy80.8
15
Graph ClassificationDD D3→D1 node density shift (test)
Accuracy0.812
15
Graph ClassificationDD D3→D0 node density shift (test)
Accuracy63.7
15
Graph ClassificationDD D2→D3 node density shift (test)
Accuracy83.7
15
Showing 25 of 57 rows